在住院登革热患者中,对任何血液成分输血的机器学习预测模型
Md Shahid Ansari1, Dinesh Jain1, Sandeep Budhiraja2
1Department of Clinical Data Analytics, Max Super Speciality Hospital, New Delhi, India.
Hematology, transfusion and cell therapy
|November 23, 2023
概括
机器学习模型可以预测登革热患者的血液成分输血. XGBoost 模型表现出强的性能,有助于及时准备和患者选.
科学领域:
- 医疗信息学 医疗信息学
- 医疗保健中的机器学习
- 流行病学 流行病学
背景情况:
- 血液成分输血对于严重的登革热和血栓塞缩症至关重要.
- 预测输血需求对于在登革热流行期间有效管理医疗保健至关重要.
研究的目的:
- 调查登革热患者输血血液成分的危险因素.
- 评估用于预测输血需求的机器学习算法.
主要方法:
- 使用回顾性医院数据开发了八种预测模型.
- 使用SHAP (夏普利添加式扩展) 来实现模型的可解释性.
- 选择了16个重要的变量用于预测.
主要成果:
- 该XGBoost模型显示出优异的预测性能 (AUC:0.793).
- 确定了16个关键变量作为重要的预测因素.
- XGBoost的表现优于其他评估的机器学习模型.
结论:
- 机器学习可以优化血液成分的准备和患者的分类.
- 预测模型帮助医疗保健提供者做出明智的输血决策.
- 多层算法显示出预测登革热患者输血需求的潜力.
更多相关视频
08:20Author Spotlight: AI-Driven Trypanosome Species Detection from Microscopic Images
Published on: October 27, 2023
1.5K
04:09Predicting Treatment Response to Image-Guided Therapies Using Machine Learning: An Example for Trans-Arterial Treatment of Hepatocellular Carcinoma
Published on: October 10, 2018
8.3K
相关概念视频
02:45Blood Transfusion and Agglutination
10.8K
Blood transfusion is a therapeutic measure to restore the blood volume after extensive blood loss due to an accident or a medical procedure. Blood transfusion involves drawing a certain amount of blood from a suitable donor and infusing it into the recipient.
History
The history of blood transfusion dates back to the 17th century, when early attempts were made in animals. In 1818 James Blundell, a British doctor, performed the first successful human blood transfusion. Later in 1900, Karl...
History
The history of blood transfusion dates back to the 17th century, when early attempts were made in animals. In 1818 James Blundell, a British doctor, performed the first successful human blood transfusion. Later in 1900, Karl...
10.8K
01:15Blood Transfusion
569
Blood transfusion is a critical medical procedure that saves lives and treats various medical conditions. It involves transferring blood from a donor to a recipient. This process requires a thorough understanding of the ABO blood group system and its associated antigens and antibodies.
Blood Transfusion Overview
A blood transfusion is a medical procedure used to replace blood lost due to injury, surgery, or to treat conditions such as anemia or cancer. During a transfusion, donor blood is...
Blood Transfusion Overview
A blood transfusion is a medical procedure used to replace blood lost due to injury, surgery, or to treat conditions such as anemia or cancer. During a transfusion, donor blood is...
569